Deep learning [1]} is a new method that has been applied to reconstruction challenges. It has the advantage of being able to rapidly reconstruct images in a single-pass using a suitably trained network. Some deep-learning based reconstruction methods have arguably surpassed traditional iterative CS reconstruction techniques [2]}.
